Simultaneous Quantification of 14 Compounds in Achillea millefolium by GC-MS Analysis and Near-Infrared Spectroscopy Combined with Multivariate Techniques
Table 3
Comparative statistics between 14 compounds represented by 14 regression models (SCM) and 14 compounds represented one regression model (MCM).
Compounds
n1
Bias
SEE
SEP
Consistency3
R2
Intercept
Slope
Cset2
Vset
Cset
Vset
Cset
Vset
Cset
Vset
Cset
Vset
SCM
MCM
SCM
MCM
SCM
MCM
SCM
MCM
SCM
MCM
SCM
MCM
SCM
MCM
SCM
MCM
SCM
MCM
SCM
MCM
SCM
MCM
C1
52/26
0
0
−0.01
−0.03
0.23
0.28
0.23
0.29
98.9
94.5
0.85
0.76
0.85
0.74
0.25
0.38
0.28
0.42
0.72
0.58
0.69
0.57
C2
52/26
0
0
−0.02
−0.02
0.14
0.18
0.16
0.19
90.23
93.33
0.93
0.88
0.91
0.86
0.07
0.12
0.11
0.17
0.86
0.77
0.81
0.71
C3
52/26
0
0
0.01
−0.01
0.11
0.2
0.16
0.22
72.03
90.95
0.98
0.92
0.96
0.91
0.03
0.1
−0.01
0.11
0.95
0.85
0.99
0.86
C4
52/26
0
0
0
0.02
0.52
0.61
0.65
0.82
80.07
74.76
0.98
0.98
0.98
0.96
0.09
0.13
0.12
0.14
0.97
0.96
0.96
0.94
C5
52/26
0
0
−0.23
−0.25
1.07
1.29
1.16
1.37
92.91
94.07
0.85
0.78
0.83
0.75
1.21
1.74
1.69
2.23
0.72
0.6
0.67
0.55
C6
52/26
0
0
0.05
0.04
0.09
0.46
0.21
0.48
40
95.91
0.99
0.81
0.96
0.8
0.01
0.41
0.02
0.39
0.99
0.66
0.94
0.64
C7
52/26
0
0
−0.11
−0.1
0.48
0.7
0.62
0.73
77.53
96.37
0.9
0.78
0.84
0.76
0.38
0.82
0.68
0.97
0.82
0.6
0.72
0.58
C8
52/26
0
0
−0.12
−0.07
0.47
0.56
0.58
0.75
80.88
75.39
0.98
0.97
0.97
0.95
0.09
0.13
0.24
0.22
0.96
0.95
0.95
0.94
C9
52/26
0
0
−0.15
−0.17
0.15
0.82
0.66
0.83
23.09
99.02
0.99
0.73
0.85
0.73
0.05
1.31
0.59
1.58
0.98
0.53
0.84
0.5
C10
52/26
0
0
−0.12
−0.12
0.33
0.45
0.37
0.47
88.85
94.88
0.92
0.84
0.9
0.83
0.33
0.62
0.64
0.86
0.85
0.71
0.76
0.66
C11
52/26
0
0
−0.08
−0.1
0.09
0.36
0.32
0.37
28.57
98.91
0.99
0.77
0.84
0.77
0.03
0.5
0.29
0.66
0.97
0.59
0.83
0.54
C12
52/26
0
0
−0.07
−0.1
0.44
0.54
0.47
0.57
93.21
95.83
0.85
0.77
0.83
0.75
0.51
0.77
0.62
0.94
0.73
0.59
0.7
0.55
C13
52/26
0
0
−0.17
−0.13
0.69
0.85
0.82
0.9
84.45
94.32
0.86
0.79
0.81
0.77
0.73
1.1
1.31
1.59
0.75
0.62
0.61
0.5
C14
52/26
0
0
−0.15
−0.09
0.07
0.59
0.48
0.63
15.37
94.47
1
0.85
0.91
0.84
0.01
0.57
0.37
0.62
1
0.73
0.89
0.74
Mean
0
0
−0.08
−0.08
0.35
0.56
0.49
0.62
69.01
92.34
0.93
0.83
0.89
0.82
0.27
0.62
0.5
0.78
0.88
0.7
0.81
0.66
SD
0
0
0.08
0.08
0.29
0.29
0.28
0.32
29.01
7.6
0.06
0.08
0.06
0.08
0.35
0.49
0.49
0.64
0.11
0.14
0.12
0.15
SE
0
0
0.02
0.02
0.08
0.08
0.08
0.08
7.75
2.03
0.02
0.02
0.02
0.02
0.09
0.13
0.13
0.17
0.03
0.04
0.03
0.04
Mean paired differences
0
−0.22
−0.12
−23.33
0.1
0.07
−0.35
−0.28
0.18
0.15
T
−0.37
−4.29
−6.72
−2.72
5.1
7.12
−4.07
−4.14
5.1
5.7
Sig. (2-tailed)
0.72
05
05
0.024
05
05
05
05
05
05
1Number of samples in the calibration set/number of samples in the validation set; 2a test of variances cannot be performed for c-set bias because the sum of weights is zero, 3consistency = (SEE/SEP)100; 4the mean difference is significant at the 0.05 level; 5the mean difference is significant at the 0.01 level.